Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 440833 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 40.4 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 4 |
Churn is highly overall correlated with CustomerID and 1 other fields | High correlation |
CustomerID is highly overall correlated with Churn | High correlation |
Support Calls is highly overall correlated with Churn | High correlation |
CustomerID has unique values | Unique |
Reproduction
| Analysis started | 2025-06-16 20:52:07.195326 |
|---|---|
| Analysis finished | 2025-06-16 20:52:16.198900 |
| Duration | 9 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
CustomerID
Real number (ℝ)
High correlation Unique
| Distinct | 440833 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2791391 × 10-16 |
| Minimum | -1.7400899 |
|---|---|
| Maximum | 1.733942 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 219713 |
| Negative (%) | 49.8% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -1.7400899 |
|---|---|
| 5-th percentile | -1.569872 |
| Q1 | -0.86292957 |
| median | 0.0056112196 |
| Q3 | 0.8672811 |
| 95-th percentile | 1.5479365 |
| Maximum | 1.733942 |
| Range | 3.4740319 |
| Interquartile range (IQR) | 1.7302107 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | -7.8177671 × 1015 |
| Kurtosis | -1.2006398 |
| Mean | -1.2791391 × 10-16 |
| Median Absolute Deviation (MAD) | 0.86503586 |
| Skewness | -0.018485883 |
| Sum | -1.7447221 × 10-10 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.740089882 | 1 | < 0.1% |
| 0.5837364471 | 1 | < 0.1% |
| 0.5837210068 | 1 | < 0.1% |
| 0.5837132867 | 1 | < 0.1% |
| 0.5837055666 | 1 | < 0.1% |
| 0.5836978465 | 1 | < 0.1% |
| 0.5836901263 | 1 | < 0.1% |
| 0.5836824062 | 1 | < 0.1% |
| 0.5836746861 | 1 | < 0.1% |
| 0.583666966 | 1 | < 0.1% |
| Other values (440823) | 440823 |
| Value | Count | Frequency (%) |
| -1.740089882 | 1 | |
| -1.740082162 | 1 | |
| -1.740074442 | 1 | |
| -1.740066722 | 1 | |
| -1.740059002 | 1 | |
| -1.740043562 | 1 | |
| -1.740035841 | 1 | |
| -1.740028121 | 1 | |
| -1.740020401 | 1 | |
| -1.740012681 | 1 |
| Value | Count | Frequency (%) |
| 1.733942046 | 1 | |
| 1.733934326 | 1 | |
| 1.733926606 | 1 | |
| 1.733918886 | 1 | |
| 1.733911166 | 1 | |
| 1.733903445 | 1 | |
| 1.733895725 | 1 | |
| 1.733888005 | 1 | |
| 1.733880285 | 1 | |
| 1.733872565 | 1 |
Age
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4854518 × 10-16 |
| Minimum | -1.7177758 |
|---|---|
| Maximum | 2.0596483 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 221989 |
| Negative (%) | 50.4% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -1.7177758 |
|---|---|
| 5-th percentile | -1.5570343 |
| Q1 | -0.83369781 |
| median | -0.029990549 |
| Q3 | 0.69334598 |
| 95-th percentile | 1.7381654 |
| Maximum | 2.0596483 |
| Range | 3.7774241 |
| Interquartile range (IQR) | 1.5270438 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | 6.7319661 × 1015 |
| Kurtosis | -0.86484848 |
| Mean | 1.4854518 × 10-16 |
| Median Absolute Deviation (MAD) | 0.72333653 |
| Skewness | 0.16201607 |
| Sum | 6.7302608 × 10-11 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 0.8540874355 | 13527 | 3.1% |
| 0.2111216286 | 12578 | 2.9% |
| 0.05038017692 | 12417 | 2.8% |
| 0.6933459838 | 12379 | 2.8% |
| 0.6129752579 | 12369 | 2.8% |
| 0.5326045321 | 12368 | 2.8% |
| 0.3718630804 | 12344 | 2.8% |
| 0.7737167097 | 12331 | 2.8% |
| 0.1307509028 | 12314 | 2.8% |
| 0.2914923545 | 12298 | 2.8% |
| Other values (38) | 315908 |
| Value | Count | Frequency (%) |
| -1.717775792 | 8219 | |
| -1.637405066 | 8073 | |
| -1.55703434 | 9553 | |
| -1.476663614 | 9574 | |
| -1.396292889 | 9639 | |
| -1.315922163 | 9513 | |
| -1.235551437 | 9465 | |
| -1.155180711 | 9647 | |
| -1.074809985 | 9692 | |
| -0.9944392593 | 9472 |
| Value | Count | Frequency (%) |
| 2.059648323 | 5460 | |
| 1.979277598 | 5496 | |
| 1.898906872 | 5560 | |
| 1.818536146 | 5288 | |
| 1.73816542 | 5407 | |
| 1.657794694 | 5430 | |
| 1.577423968 | 5573 | |
| 1.497053242 | 5373 | |
| 1.416682517 | 5361 | |
| 1.336311791 | 5477 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.2 MiB |
| 0.8726679277343465 | |
|---|---|
| -1.145911254692536 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 18 |
| Min length | 18 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -1.145911254692536 |
|---|---|
| 2nd row | -1.145911254692536 |
| 3rd row | -1.145911254692536 |
| 4th row | 0.8726679277343465 |
| 5th row | 0.8726679277343465 |
Common Values
| Value | Count | Frequency (%) |
| 0.8726679277343465 | 250253 | |
| -1.145911254692536 | 190580 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.8726679277343465 | 250253 | |
| 1.145911254692536 | 190580 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 1131919 | |
| 7 | 1001012 | |
| 2 | 881666 | |
| 4 | 881666 | |
| 5 | 821993 | |
| 1 | 762320 | |
| 3 | 691086 | |
| 9 | 631413 | |
| . | 440833 | 5.6% |
| 0 | 250253 | 3.2% |
| Other values (2) | 440833 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7934994 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1131919 | |
| 7 | 1001012 | |
| 2 | 881666 | |
| 4 | 881666 | |
| 5 | 821993 | |
| 1 | 762320 | |
| 3 | 691086 | |
| 9 | 631413 | |
| . | 440833 | 5.6% |
| 0 | 250253 | 3.2% |
| Other values (2) | 440833 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7934994 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1131919 | |
| 7 | 1001012 | |
| 2 | 881666 | |
| 4 | 881666 | |
| 5 | 821993 | |
| 1 | 762320 | |
| 3 | 691086 | |
| 9 | 631413 | |
| . | 440833 | 5.6% |
| 0 | 250253 | 3.2% |
| Other values (2) | 440833 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7934994 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1131919 | |
| 7 | 1001012 | |
| 2 | 881666 | |
| 4 | 881666 | |
| 5 | 821993 | |
| 1 | 762320 | |
| 3 | 691086 | |
| 9 | 631413 | |
| . | 440833 | 5.6% |
| 0 | 250253 | 3.2% |
| Other values (2) | 440833 | 5.6% |
Tenure
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.7136296 × 10-17 |
| Minimum | -1.7534124 |
|---|---|
| Maximum | 1.66575 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 218104 |
| Negative (%) | 49.5% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -1.7534124 |
|---|---|
| 5-th percentile | -1.5795567 |
| Q1 | -0.88413381 |
| median | 0.043096662 |
| Q3 | 0.85442333 |
| 95-th percentile | 1.5498462 |
| Maximum | 1.66575 |
| Range | 3.4191624 |
| Interquartile range (IQR) | 1.7385571 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | -2.6927864 × 1016 |
| Kurtosis | -1.1925189 |
| Mean | -3.7136296 × 10-17 |
| Median Absolute Deviation (MAD) | 0.86927857 |
| Skewness | -0.061401972 |
| Sum | -6.5483619 × 10-11 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.04309666205 | 7829 | 1.8% |
| 1.028279039 | 7815 | 1.8% |
| 1.433942371 | 7812 | 1.8% |
| 1.375990467 | 7777 | 1.8% |
| 0.1010485666 | 7770 | 1.8% |
| 1.202134753 | 7769 | 1.8% |
| -0.07280714705 | 7750 | 1.8% |
| 0.9123752303 | 7747 | 1.8% |
| 0.9703271348 | 7737 | 1.8% |
| 1.491894276 | 7735 | 1.8% |
| Other values (50) | 363092 |
| Value | Count | Frequency (%) |
| -1.753412379 | 6407 | |
| -1.695460474 | 6575 | |
| -1.63750857 | 6417 | |
| -1.579556665 | 6606 | |
| -1.521604761 | 6669 | |
| -1.463652856 | 7704 | |
| -1.405700952 | 7569 | |
| -1.347749047 | 7670 | |
| -1.289797143 | 7534 | |
| -1.231845238 | 7674 |
| Value | Count | Frequency (%) |
| 1.665749989 | 7658 | |
| 1.607798085 | 7597 | |
| 1.54984618 | 7669 | |
| 1.491894276 | 7735 | |
| 1.433942371 | 7812 | |
| 1.375990467 | 7777 | |
| 1.318038562 | 7606 | |
| 1.260086658 | 7665 | |
| 1.202134753 | 7769 | |
| 1.144182848 | 7594 |
Usage Frequency
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.7767571 × 10-17 |
| Minimum | -1.7245645 |
|---|---|
| Maximum | 1.6529395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 214152 |
| Negative (%) | 48.6% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -1.7245645 |
|---|---|
| 5-th percentile | -1.6080988 |
| Q1 | -0.79283926 |
| median | 0.022420338 |
| Q3 | 0.83767993 |
| 95-th percentile | 1.5364739 |
| Maximum | 1.6529395 |
| Range | 3.377504 |
| Interquartile range (IQR) | 1.6305192 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | -1.731077 × 1016 |
| Kurtosis | -1.1758107 |
| Mean | -5.7767571 × 10-17 |
| Median Absolute Deviation (MAD) | 0.81525959 |
| Skewness | -0.04347368 |
| Sum | -4.56295 × 10-11 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| -0.5599079429 | 15311 | 3.5% |
| 1.536473869 | 15284 | 3.5% |
| 0.4882829633 | 15258 | 3.5% |
| 1.070611244 | 15237 | 3.5% |
| 1.652939526 | 15232 | 3.5% |
| 0.6047486195 | 15205 | 3.4% |
| 0.371817307 | 15204 | 3.4% |
| -0.4434422867 | 15179 | 3.4% |
| 1.187076901 | 15134 | 3.4% |
| -0.09404531796 | 15129 | 3.4% |
| Other values (20) | 288660 |
| Value | Count | Frequency (%) |
| -1.724564505 | 13797 | |
| -1.608098849 | 13633 | |
| -1.491633193 | 13843 | |
| -1.375167537 | 13549 | |
| -1.25870188 | 13716 | |
| -1.142236224 | 13746 | |
| -1.025770568 | 13555 | |
| -0.9093049117 | 13725 | |
| -0.7928392554 | 13770 | |
| -0.6763735992 | 15090 |
| Value | Count | Frequency (%) |
| 1.652939526 | 15232 | |
| 1.536473869 | 15284 | |
| 1.420008213 | 15012 | |
| 1.303542557 | 15121 | |
| 1.187076901 | 15134 | |
| 1.070611244 | 15237 | |
| 0.9541455882 | 15038 | |
| 0.837679932 | 15072 | |
| 0.7212142757 | 15005 | |
| 0.6047486195 | 15205 |
Support Calls
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.650502 × 10-17 |
| Minimum | -1.1740024 |
|---|---|
| Maximum | 2.0831026 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 258652 |
| Negative (%) | 58.7% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -1.1740024 |
|---|---|
| 5-th percentile | -1.1740024 |
| Q1 | -0.84829192 |
| median | -0.19687091 |
| Q3 | 0.78026061 |
| 95-th percentile | 2.0831026 |
| Maximum | 2.0831026 |
| Range | 3.2571051 |
| Interquartile range (IQR) | 1.6285525 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | -6.0587695 × 1016 |
| Kurtosis | -0.74590605 |
| Mean | -1.650502 × 10-17 |
| Median Absolute Deviation (MAD) | 0.65142102 |
| Skewness | 0.6668105 |
| Sum | 2.6596725 × 10-11 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| -1.174002433 | 69875 | |
| -0.8482919248 | 69476 | |
| -0.5225814169 | 66571 | |
| -0.1968709089 | 52730 | |
| 0.128839599 | 38750 | |
| 0.454550107 | 24918 | 5.7% |
| 2.083102647 | 23900 | 5.4% |
| 1.105971123 | 23870 | 5.4% |
| 1.757392139 | 23630 | 5.4% |
| 1.431681631 | 23559 | 5.3% |
| Value | Count | Frequency (%) |
| -1.174002433 | 69875 | |
| -0.8482919248 | 69476 | |
| -0.5225814169 | 66571 | |
| -0.1968709089 | 52730 | |
| 0.128839599 | 38750 | |
| 0.454550107 | 24918 | 5.7% |
| 0.7802606149 | 23554 | 5.3% |
| 1.105971123 | 23870 | 5.4% |
| 1.431681631 | 23559 | 5.3% |
| 1.757392139 | 23630 | 5.4% |
| Value | Count | Frequency (%) |
| 2.083102647 | 23900 | 5.4% |
| 1.757392139 | 23630 | 5.4% |
| 1.431681631 | 23559 | 5.3% |
| 1.105971123 | 23870 | 5.4% |
| 0.7802606149 | 23554 | 5.3% |
| 0.454550107 | 24918 | 5.7% |
| 0.128839599 | 38750 | |
| -0.1968709089 | 52730 | |
| -0.5225814169 | 66571 | |
| -0.8482919248 | 69476 |
Payment Delay
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8883786 × 10-17 |
| Minimum | -1.5700715 |
|---|---|
| Maximum | 2.0627501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 220631 |
| Negative (%) | 50.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -1.5700715 |
|---|---|
| 5-th percentile | -1.4489775 |
| Q1 | -0.84350719 |
| median | -0.11694288 |
| Q3 | 0.73071548 |
| 95-th percentile | 1.820562 |
| Maximum | 2.0627501 |
| Range | 3.6328216 |
| Interquartile range (IQR) | 1.5742227 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | 3.462154 × 1016 |
| Kurtosis | -0.89567331 |
| Mean | 2.8883786 × 10-17 |
| Median Absolute Deviation (MAD) | 0.72656431 |
| Skewness | 0.26740821 |
| Sum | 5.8251182 × 10-12 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| -0.1169428808 | 17199 | 3.9% |
| -0.2380369329 | 17185 | 3.9% |
| 0.8518095362 | 17175 | 3.9% |
| 0.004151171341 | 17095 | 3.9% |
| 0.1252452235 | 17078 | 3.9% |
| -0.359130985 | 17051 | 3.9% |
| 0.609621432 | 17027 | 3.9% |
| -0.7224131414 | 17027 | 3.9% |
| -1.20678935 | 17025 | 3.9% |
| -1.448977454 | 17021 | 3.9% |
| Other values (21) | 269950 |
| Value | Count | Frequency (%) |
| -1.570071506 | 16904 | |
| -1.448977454 | 17021 | |
| -1.327883402 | 16822 | |
| -1.20678935 | 17025 | |
| -1.085695298 | 16938 | |
| -0.9646012456 | 16744 | |
| -0.8435071935 | 16954 | |
| -0.7224131414 | 17027 | |
| -0.6013190893 | 16892 | |
| -0.4802250372 | 16869 |
| Value | Count | Frequency (%) |
| 2.062750057 | 8590 | |
| 1.941656005 | 8446 | |
| 1.820561953 | 8299 | |
| 1.699467901 | 8178 | |
| 1.578373849 | 8383 | |
| 1.457279797 | 8362 | |
| 1.336185745 | 8325 | |
| 1.215091693 | 8323 | |
| 1.09399764 | 8454 | |
| 0.9729035883 | 8670 |
Subscription Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.4 MiB |
| 1.2115426547251789 | |
|---|---|
| -0.0170083611018051 | |
| -1.2455593769287892 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.661711 |
| Min length | 18 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.2115426547251789 |
|---|---|
| 2nd row | -1.2455593769287892 |
| 3rd row | -1.2455593769287892 |
| 4th row | 1.2115426547251789 |
| 5th row | -1.2455593769287892 |
Common Values
| Value | Count | Frequency (%) |
| 1.2115426547251789 | 149129 | |
| -0.0170083611018051 | 148678 | |
| -1.2455593769287892 | 143026 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.2115426547251789 | 149129 | |
| 0.0170083611018051 | 148678 | |
| 1.2455593769287892 | 143026 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1482932 | |
| 5 | 1025143 | |
| 0 | 892068 | |
| 2 | 876465 | |
| 7 | 732988 | |
| 8 | 732537 | |
| 9 | 578207 | 7.0% |
| 4 | 441284 | 5.4% |
| . | 440833 | 5.4% |
| 6 | 440833 | 5.4% |
| Other values (2) | 583408 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8226698 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1482932 | |
| 5 | 1025143 | |
| 0 | 892068 | |
| 2 | 876465 | |
| 7 | 732988 | |
| 8 | 732537 | |
| 9 | 578207 | 7.0% |
| 4 | 441284 | 5.4% |
| . | 440833 | 5.4% |
| 6 | 440833 | 5.4% |
| Other values (2) | 583408 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8226698 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1482932 | |
| 5 | 1025143 | |
| 0 | 892068 | |
| 2 | 876465 | |
| 7 | 732988 | |
| 8 | 732537 | |
| 9 | 578207 | 7.0% |
| 4 | 441284 | 5.4% |
| . | 440833 | 5.4% |
| 6 | 440833 | 5.4% |
| Other values (2) | 583408 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8226698 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1482932 | |
| 5 | 1025143 | |
| 0 | 892068 | |
| 2 | 876465 | |
| 7 | 732988 | |
| 8 | 732537 | |
| 9 | 578207 | 7.0% |
| 4 | 441284 | 5.4% |
| . | 440833 | 5.4% |
| 6 | 440833 | 5.4% |
| Other values (2) | 583408 | 7.1% |
Contract Length
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.2 MiB |
| -1.1146608840057235 | |
|---|---|
| 1.118049203502092 | |
| 0.0016941597481843 |
Length
| Max length | 19 |
|---|---|
| Median length | 18 |
| Mean length | 18.001518 |
| Min length | 17 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -1.1146608840057235 |
|---|---|
| 2nd row | 0.0016941597481843 |
| 3rd row | 1.118049203502092 |
| 4th row | 0.0016941597481843 |
| 5th row | 0.0016941597481843 |
Common Values
| Value | Count | Frequency (%) |
| -1.1146608840057235 | 177199 | |
| 1.118049203502092 | 176530 | |
| 0.0016941597481843 | 87104 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.1146608840057235 | 177199 | |
| 1.118049203502092 | 176530 | |
| 0.0016941597481843 | 87104 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1499029 | |
| 1 | 1322499 | |
| 4 | 792240 | |
| 2 | 706789 | |
| 8 | 705136 | |
| 5 | 618032 | |
| 9 | 527268 | 6.6% |
| 6 | 441502 | 5.6% |
| . | 440833 | 5.6% |
| 3 | 440833 | 5.6% |
| Other values (2) | 441502 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7935663 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1499029 | |
| 1 | 1322499 | |
| 4 | 792240 | |
| 2 | 706789 | |
| 8 | 705136 | |
| 5 | 618032 | |
| 9 | 527268 | 6.6% |
| 6 | 441502 | 5.6% |
| . | 440833 | 5.6% |
| 3 | 440833 | 5.6% |
| Other values (2) | 441502 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7935663 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1499029 | |
| 1 | 1322499 | |
| 4 | 792240 | |
| 2 | 706789 | |
| 8 | 705136 | |
| 5 | 618032 | |
| 9 | 527268 | 6.6% |
| 6 | 441502 | 5.6% |
| . | 440833 | 5.6% |
| 3 | 440833 | 5.6% |
| Other values (2) | 441502 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7935663 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1499029 | |
| 1 | 1322499 | |
| 4 | 792240 | |
| 2 | 706789 | |
| 8 | 705136 | |
| 5 | 618032 | |
| 9 | 527268 | 6.6% |
| 6 | 441502 | 5.6% |
| . | 440833 | 5.6% |
| 3 | 440833 | 5.6% |
| Other values (2) | 441502 | 5.6% |
Total Spend
Real number (ℝ)
| Distinct | 68363 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0934576 × 10-16 |
| Minimum | -2.2076863 |
|---|---|
| Maximum | 1.5298171 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 201409 |
| Negative (%) | 45.7% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -2.2076863 |
|---|---|
| 5-th percentile | -1.8879221 |
| Q1 | -0.62962932 |
| median | 0.12202413 |
| Q3 | 0.82384421 |
| 95-th percentile | 1.3881823 |
| Maximum | 1.5298171 |
| Range | 3.7375034 |
| Interquartile range (IQR) | 1.4534735 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | 9.1453124 × 1015 |
| Kurtosis | -0.75148338 |
| Mean | 1.0934576 × 10-16 |
| Median Absolute Deviation (MAD) | 0.71656245 |
| Skewness | -0.4571754 |
| Sum | -1.7073898 × 10-11 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.651213576 | 269 | 0.1% |
| -0.8289628366 | 267 | 0.1% |
| 0.2964409536 | 266 | 0.1% |
| 0.8861359286 | 265 | 0.1% |
| -0.2101983911 | 265 | 0.1% |
| -2.04572782 | 265 | 0.1% |
| -2.070644509 | 263 | 0.1% |
| -0.4053791222 | 262 | 0.1% |
| -0.07730938262 | 262 | 0.1% |
| -1.505866223 | 261 | 0.1% |
| Other values (68353) | 438188 |
| Value | Count | Frequency (%) |
| -2.207686299 | 100 | |
| -2.207603244 | 1 | < 0.1% |
| -2.207437132 | 1 | < 0.1% |
| -2.207395605 | 1 | < 0.1% |
| -2.207354077 | 1 | < 0.1% |
| -2.207312549 | 2 | < 0.1% |
| -2.207229493 | 1 | < 0.1% |
| -2.207187965 | 2 | < 0.1% |
| -2.207146438 | 2 | < 0.1% |
| -2.207021854 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.529817063 | 111 | |
| 1.529775535 | 5 | < 0.1% |
| 1.529734008 | 2 | < 0.1% |
| 1.52969248 | 3 | < 0.1% |
| 1.529650952 | 7 | < 0.1% |
| 1.529609424 | 2 | < 0.1% |
| 1.529567896 | 5 | < 0.1% |
| 1.529526369 | 4 | < 0.1% |
| 1.529484841 | 6 | < 0.1% |
| 1.529443313 | 2 | < 0.1% |
Last Interaction
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8799135 × 10-17 |
| Minimum | -1.5682378 |
|---|---|
| Maximum | 1.8053505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 233646 |
| Negative (%) | 53.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -1.5682378 |
|---|---|
| 5-th percentile | -1.4519071 |
| Q1 | -0.87025397 |
| median | -0.05593955 |
| Q3 | 0.8747055 |
| 95-th percentile | 1.6890199 |
| Maximum | 1.8053505 |
| Range | 3.3735883 |
| Interquartile range (IQR) | 1.7449595 |
Descriptive statistics
| Standard deviation | 1.0000011 |
|---|---|
| Coefficient of variation (CV) | 1.7007072 × 1016 |
| Kurtosis | -1.1537555 |
| Mean | 5.8799135 × 10-17 |
| Median Absolute Deviation (MAD) | 0.81431442 |
| Skewness | 0.17677463 |
| Sum | 1.9442559 × 10-11 |
| Variance | 1.0000023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| -0.8702539682 | 16914 | 3.8% |
| -0.05593955045 | 16772 | 3.8% |
| -0.7539233371 | 16762 | 3.8% |
| 0.06039108066 | 16750 | 3.8% |
| -0.9865845993 | 16746 | 3.8% |
| -1.568237755 | 16727 | 3.8% |
| -0.2886008127 | 16722 | 3.8% |
| -1.335576493 | 16711 | 3.8% |
| -1.10291523 | 16710 | 3.8% |
| -0.5212620749 | 16685 | 3.8% |
| Other values (20) | 273334 |
| Value | Count | Frequency (%) |
| -1.568237755 | 16727 | |
| -1.451907124 | 16663 | |
| -1.335576493 | 16711 | |
| -1.219245862 | 16570 | |
| -1.10291523 | 16710 | |
| -0.9865845993 | 16746 | |
| -0.8702539682 | 16914 | |
| -0.7539233371 | 16762 | |
| -0.637592706 | 16532 | |
| -0.5212620749 | 16685 |
| Value | Count | Frequency (%) |
| 1.805350547 | 12654 | |
| 1.689019916 | 12567 | |
| 1.572689285 | 12754 | |
| 1.456358654 | 12787 | |
| 1.340028023 | 12823 | |
| 1.223697392 | 12603 | |
| 1.107366761 | 12893 | |
| 0.9910361295 | 12644 | |
| 0.8747054984 | 12690 | |
| 0.7583748673 | 12645 |
Churn
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 21.9 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 250000 | |
| 0.0 | 190833 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 250000 | |
| 0.0 | 190833 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 631666 | |
| . | 440833 | |
| 1 | 250000 | 18.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1322499 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631666 | |
| . | 440833 | |
| 1 | 250000 | 18.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1322499 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631666 | |
| . | 440833 | |
| 1 | 250000 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1322499 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631666 | |
| . | 440833 | |
| 1 | 250000 | 18.9% |
Interactions
Correlations
| Age | Churn | Contract Length | CustomerID | Gender | Last Interaction | Payment Delay | Subscription Type | Support Calls | Tenure | Total Spend | Usage Frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.432 | 0.122 | -0.163 | 0.066 | 0.026 | 0.051 | 0.006 | 0.169 | -0.010 | -0.070 | -0.006 |
| Churn | 0.432 | 1.000 | 0.434 | 0.949 | 0.175 | 0.172 | 0.402 | 0.020 | 0.610 | 0.078 | 0.496 | 0.059 |
| Contract Length | 0.122 | 0.434 | 1.000 | 0.291 | 0.068 | 0.047 | 0.112 | 0.007 | 0.167 | 0.023 | 0.136 | 0.016 |
| CustomerID | -0.163 | 0.949 | 0.291 | 1.000 | 0.166 | -0.125 | -0.243 | 0.013 | -0.470 | 0.044 | 0.334 | 0.038 |
| Gender | 0.066 | 0.175 | 0.068 | 0.166 | 1.000 | 0.156 | 0.063 | 0.003 | 0.097 | 0.011 | 0.077 | 0.012 |
| Last Interaction | 0.026 | 0.172 | 0.047 | -0.125 | 0.156 | 1.000 | 0.039 | 0.001 | 0.075 | -0.007 | -0.052 | -0.005 |
| Payment Delay | 0.051 | 0.402 | 0.112 | -0.243 | 0.063 | 0.039 | 1.000 | 0.005 | 0.146 | -0.015 | -0.104 | -0.013 |
| Subscription Type | 0.006 | 0.020 | 0.007 | 0.013 | 0.003 | 0.001 | 0.005 | 1.000 | 0.008 | 0.039 | 0.007 | 0.000 |
| Support Calls | 0.169 | 0.610 | 0.167 | -0.470 | 0.097 | 0.075 | 0.146 | 0.008 | 1.000 | -0.027 | -0.199 | -0.021 |
| Tenure | -0.010 | 0.078 | 0.023 | 0.044 | 0.011 | -0.007 | -0.015 | 0.039 | -0.027 | 1.000 | 0.017 | -0.027 |
| Total Spend | -0.070 | 0.496 | 0.136 | 0.334 | 0.077 | -0.052 | -0.104 | 0.007 | -0.199 | 0.017 | 1.000 | 0.017 |
| Usage Frequency | -0.006 | 0.059 | 0.016 | 0.038 | 0.012 | -0.005 | -0.013 | 0.000 | -0.021 | -0.027 | 0.017 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| CustomerID | Age | Gender | Tenure | Usage Frequency | Support Calls | Payment Delay | Subscription Type | Contract Length | Total Spend | Last Interaction | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.740090 | -0.753327 | -1.145911 | 0.448760 | -0.210511 | 0.454550 | 0.609621 | 1.211543 | -1.114661 | 1.247428 | 0.293052 | 1.0 |
| 1 | -1.740082 | 2.059648 | -1.145911 | 1.028279 | -1.724565 | 2.083103 | -0.601319 | -1.245559 | 0.001694 | -0.309865 | -0.986585 | 1.0 |
| 2 | -1.740074 | 1.255941 | -1.145911 | -1.000038 | -1.375168 | 0.780261 | 0.609621 | -1.245559 | 1.118049 | -1.854700 | -1.335576 | 1.0 |
| 3 | -1.740067 | 1.497053 | 0.872668 | 0.390808 | 0.604749 | 1.105971 | -0.722413 | 1.211543 | 0.001694 | -0.978463 | 1.689020 | 1.0 |
| 4 | -1.740059 | -1.315922 | 0.872668 | 0.043097 | 0.488283 | 0.454550 | -0.601319 | -1.245559 | 0.001694 | -0.060698 | 0.642044 | 1.0 |
| 5 | -1.740044 | 0.934458 | 0.872668 | 0.101049 | 1.070611 | 1.757392 | 1.578374 | -0.017008 | -1.114661 | -2.087256 | -0.753923 | 1.0 |
| 6 | -1.740036 | 1.497053 | -1.145911 | 1.028279 | -0.443442 | -0.196871 | 0.367433 | 1.211543 | 1.118049 | 0.786469 | 1.107367 | 1.0 |
| 7 | -1.740028 | 1.255941 | -1.145911 | 0.332856 | -0.909305 | 0.128840 | 0.246339 | -0.017008 | -1.114661 | -0.774977 | 1.805351 | 1.0 |
| 8 | -1.740020 | -0.029991 | 0.872668 | -1.115941 | -1.258702 | 1.105971 | -1.085695 | 1.211543 | 1.118049 | 1.401081 | -0.172270 | 1.0 |
| 9 | -1.740013 | 1.979278 | -1.145911 | -1.637509 | 1.070611 | -0.522581 | -0.238037 | 1.211543 | 1.118049 | -0.899560 | 1.689020 | 1.0 |
| CustomerID | Age | Gender | Tenure | Usage Frequency | Support Calls | Payment Delay | Subscription Type | Contract Length | Total Spend | Last Interaction | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 440823 | 1.733873 | 0.693346 | 0.872668 | -1.173893 | 1.303543 | -0.848292 | 0.609621 | 1.211543 | -1.114661 | -0.055383 | -1.102915 | 0.0 |
| 440824 | 1.733880 | 0.130751 | 0.872668 | 0.854423 | 1.070611 | -0.196871 | -1.327883 | 1.211543 | 1.118049 | -0.049112 | 0.060391 | 0.0 |
| 440825 | 1.733888 | 0.130751 | 0.872668 | -0.246663 | 0.488283 | -0.522581 | -0.116943 | 1.211543 | 1.118049 | 0.010605 | 1.456359 | 0.0 |
| 440826 | 1.733896 | 0.773717 | 0.872668 | 0.332856 | 0.837680 | 0.128840 | 0.367433 | 1.211543 | -1.114661 | 0.145487 | 1.805351 | 0.0 |
| 440827 | 1.733903 | 0.452234 | 0.872668 | -1.463653 | 1.070611 | -0.522581 | 0.246339 | -1.245559 | -1.114661 | 0.852914 | -1.451907 | 0.0 |
| 440828 | 1.733911 | 0.211122 | 0.872668 | 1.318039 | -0.094045 | -0.848292 | -1.206789 | -0.017008 | -1.114661 | 0.352005 | -0.753923 | 0.0 |
| 440829 | 1.733919 | -1.155181 | -1.145911 | -1.347749 | -0.326977 | -0.848292 | 0.851810 | -0.017008 | -1.114661 | 0.472436 | -1.451907 | 0.0 |
| 440830 | 1.733927 | -1.074810 | 0.872668 | 0.216952 | 1.303543 | -0.848292 | -0.964601 | 1.211543 | 1.118049 | 1.435590 | -0.637593 | 0.0 |
| 440831 | 1.733934 | -0.914069 | 0.872668 | 1.375990 | -0.210511 | -0.522581 | -1.570072 | 1.211543 | 1.118049 | -0.120706 | -1.451907 | 0.0 |
| 440832 | 1.733942 | -0.672956 | 0.872668 | 0.970327 | 0.488283 | -0.848292 | 0.125245 | -0.017008 | 1.118049 | -0.265140 | 0.758375 | 0.0 |